TY - GEN
T1 - Realization and comparison of system identification based on different least squares methods
AU - Zhang, Xudong
AU - Guan, Jifu
AU - Gu, Liang
PY - 2012
Y1 - 2012
N2 - System identification, which includes parameter identification and non-parameter identification, is to estimate its mathematical model based on the input and output observation in system. This paper discusses the system identification theory and establishes a transfer function of 1/4 vehicle's second-order vibration system model. Through the discrete transfer function, the system's difference equation can be obtained to identify the system in two ways, RLS (recursive least squares) and RELS (extended recursive least squares). Finally, the paper makes a comparative analysis about RLS and RELS in connection with the vehicle model. The results show that RELS method is more accurate and has stronger convergence than RLS method, which provides the basis for the researching of control system's algorithm, simulation and making control strategy.
AB - System identification, which includes parameter identification and non-parameter identification, is to estimate its mathematical model based on the input and output observation in system. This paper discusses the system identification theory and establishes a transfer function of 1/4 vehicle's second-order vibration system model. Through the discrete transfer function, the system's difference equation can be obtained to identify the system in two ways, RLS (recursive least squares) and RELS (extended recursive least squares). Finally, the paper makes a comparative analysis about RLS and RELS in connection with the vehicle model. The results show that RELS method is more accurate and has stronger convergence than RLS method, which provides the basis for the researching of control system's algorithm, simulation and making control strategy.
KW - MATLAB
KW - Parameter identification
KW - RELS
KW - RLS
KW - System identification
UR - http://www.scopus.com/inward/record.url?scp=84871274959&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMM.226-228.2167
DO - 10.4028/www.scientific.net/AMM.226-228.2167
M3 - Conference contribution
AN - SCOPUS:84871274959
SN - 9783037855072
T3 - Applied Mechanics and Materials
SP - 2167
EP - 2170
BT - Vibration, Structural Engineering and Measurement II
T2 - 2012 International Conference on Vibration, Structural Engineering and Measurement, ICVSEM 2012
Y2 - 19 October 2012 through 21 October 2012
ER -